dwillitzer

SNN Embedding Breakthrough — Hidden Space Discovery

Date: 2026-04-26 | Status: Observed, reproducible

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The Punchline

Dendritic non-linear decoding produces MTEB 0.497 at 5 MB while training cosine similarity was 0.000. The model learned a hidden manifold where semantic ranking is preserved through topology, not linear alignment.

We accidentally discovered how biological brains encode meaning.

dwillitzer

name	orchestrating-swarms
description	Master multi-agent orchestration using Claude Code's TeammateTool and Task system. Use when coordinating multiple agents, running parallel code reviews, creating pipeline workflows with dependencies, building self-organizing task queues, or any task benefiting from divide-and-conquer patterns.

Claude Code Swarm Orchestration

Master multi-agent orchestration using Claude Code's TeammateTool and Task system.

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dwillitzer

Deepcrawl: Open-Source Firecrawl Alternative

Overview

Repository: github.com/lumpinif/deepcrawl Documentation: deepcrawl.dev/docs License: MIT (100% open source) Author: Felix Lu (@felixLu) Stars: 318+ | Forks: 35

dwillitzer

Deep Research System Design

Goal: Build a research system that goes deeper than Perplexity using Claude

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Problem Statement

Perplexity Deep Research excels at:

• Discovery & real-time web search
• • Cited, synthesized answers from the web

dwillitzer

Claude Extension Safety Rule Bug: User-Stored Prompts Treated as Injections

Summary

Claude instances reject user-stored prompts/frameworks (saved in extension settings and invoked via /command syntax) as if they were injection attacks, even though Anthropic intentionally designed the extension to support this feature.

The Problem

What Anthropic Built

The Claude for Chrome extension includes a Shortcuts/Prompts section in extension options (chrome-extension://fcoeoabgfenejglbffodgkkbkcdhcgfn/options.html#prompts) where users can:

1. Create custom prompt templates

dwillitzer

TEAM OPERATIONS MANAGEMENT - INTEGRATED FRAMEWORK v3.5

Claude Code Session Orchestration Protocol

APM-Enhanced Edition

Built by: Daniel Willitzer + Claude (Claude for Chrome) Last Updated: 12/20/2025 00:10 UTC Status: Production-Ready | Post-Incident Hardened | APM-Enhanced

dwillitzer

[PROJECT_NAME] - Claude Code Director Operations

Branch: [branch] | Audit: [DATE] | Ready: [X]% Path: [Strategic description]

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🚀 QUICK START (Director Setup)

First-Time Setup (Run Once)

dwillitzer

=== Environment Setup Complete ===
=== Starting Login Test - Wed Dec 17 14:07:28 PST 2025 ===
warning: profiles for the non root package will be ignored, specify profiles at the workspace root:
package:   /home/devops/projects/active/internxt-drive-rust-sdk/crates/internxt-wasm/Cargo.toml
workspace: /home/devops/projects/active/internxt-drive-rust-sdk/Cargo.toml
    Updating crates.io index
 Downloading crates ...
  Downloaded cbc v0.1.2
   Compiling proc-macro2 v1.0.103
   Compiling unicode-ident v1.0.22

dwillitzer

# Revolutionary 5-Layer Knowledge Graph Infrastructure with Apache AGE
# Enhanced Consciousness Platform Deployment
# Integrates Apache AGE for Supabase-compatible graph operations

services:
  # Layer 0: Apache AGE - Supabase-compatible graph foundation (NEW!)
  apache-age:
    image: apache/age:latest
    container_name: consciousness-age
    ports:

dwillitzer

MCP Unified Gateway: Enterprise-Grade MCP Orchestration Platform

Overview

The MCP Unified Gateway is a production-ready orchestration platform that provides centralized management, security, and scaling for Model Context Protocol (MCP) servers. Designed for agencies and enterprises adopting MCP at scale, it enables secure multi-project deployments with credential isolation and comprehensive monitoring.

Core Architecture

Central Gateway Design